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James Liu's Projects

aerial-tile-segmentation icon aerial-tile-segmentation

Large satellite image semantic segmentation into 6 classes using Tensorflow 2.0 and ISPRS benchmark dataset.

airbus-shipdetection icon airbus-shipdetection

Ship detection from satellite images using state of the art semantic segmentation models.

amazon-sagemaker-examples icon amazon-sagemaker-examples

Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

amazon-vpc-resource-controller-k8s icon amazon-vpc-resource-controller-k8s

Controller for managing Trunk & Branch Network Interfaces on EKS Cluster using Security Group For Pod feature and IPv4 Addresses for Windows Node.

angular icon angular

The modern web developer’s platform

aws-cdk icon aws-cdk

The AWS Cloud Development Kit is a framework for defining cloud infrastructure in code

aws-sdk-net icon aws-sdk-net

The official AWS SDK for .NET. For more information on the AWS SDK for .NET, see our web site:

deep-learning-containers icon deep-learning-containers

AWS Deep Learning Containers (DLCs) are a set of Docker images for training and serving models in TensorFlow, TensorFlow 2, PyTorch, and MXNet.

eye-in-the-sky icon eye-in-the-sky

Satellite Image Classification using semantic segmentation methods in deep learning

geogan icon geogan

Conditional GANs for Semantic Segmentation of Multispectral Satellite Images

geoseg icon geoseg

UNetFormer: A UNet-like transformer for efficient semantic segmentation of remote sensing urban scene imagery, ISPRS. Also, including other vision transformers and CNNs for satellite, aerial image and UAV image segmentation.

go icon go

The Go programming language

machinelearning icon machinelearning

ML.NET is an open source and cross-platform machine learning framework for .NET.

map-floodwater-satellite-imagery icon map-floodwater-satellite-imagery

This repository focuses on training semantic segmentation models to predict the presence of floodwater for disaster prevention. Models were trained using SageMaker and Colab.

node icon node

npm's fork of nodejs/node, for sending PRs to update deps/npm

pfst icon pfst

Official implementation of TGRS paper: "Pseudo Features Guided Self-training for Domain Adaptive Semantic Segmentation of Satellite Images"

qtbase icon qtbase

Qt Base (Core, Gui, Widgets, Network, ...)

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